{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d7f1d923",
   "metadata": {},
   "source": [
    "# 05 - Propensity Score\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "38fa85e9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:47.976618Z",
     "start_time": "2023-05-12T11:07:46.137953Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import graphviz as gr\n",
    "from matplotlib import style\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "style.use(\"ggplot\")\n",
    "import statsmodels.formula.api as smf\n",
    "import matplotlib\n",
    "from cycler import cycler\n",
    "\n",
    "color=['0.2', '0.6', '1.0']\n",
    "default_cycler = (cycler(color=color))\n",
    "linestyle=['-', '--', ':', '-.']\n",
    "marker=['o', 'v', 'd', 'p']\n",
    "\n",
    "\n",
    "plt.rc('axes', prop_cycle=default_cycler)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "825bd95c",
   "metadata": {},
   "source": [
    "## The Impact of Management Training\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "da24fe51",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:47.999787Z",
     "start_time": "2023-05-12T11:07:47.979897Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>departament_id</th>\n",
       "      <th>intervention</th>\n",
       "      <th>engagement_score</th>\n",
       "      <th>tenure</th>\n",
       "      <th>n_of_reports</th>\n",
       "      <th>gender</th>\n",
       "      <th>role</th>\n",
       "      <th>last_engagement_score</th>\n",
       "      <th>department_score</th>\n",
       "      <th>department_size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>0.277359</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.614261</td>\n",
       "      <td>0.224077</td>\n",
       "      <td>843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.449646</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.069636</td>\n",
       "      <td>0.224077</td>\n",
       "      <td>843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>0.769703</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.866918</td>\n",
       "      <td>0.224077</td>\n",
       "      <td>843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.121763</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.029071</td>\n",
       "      <td>0.224077</td>\n",
       "      <td>843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>1.526147</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.589857</td>\n",
       "      <td>0.224077</td>\n",
       "      <td>843</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   departament_id  intervention  engagement_score  tenure  n_of_reports  \\\n",
       "0              76             1          0.277359       6             4   \n",
       "1              76             1         -0.449646       4             8   \n",
       "2              76             1          0.769703       6             4   \n",
       "3              76             1         -0.121763       6             4   \n",
       "4              76             1          1.526147       6             4   \n",
       "\n",
       "   gender  role  last_engagement_score  department_score  department_size  \n",
       "0       2     4               0.614261          0.224077              843  \n",
       "1       2     4               0.069636          0.224077              843  \n",
       "2       2     4               0.866918          0.224077              843  \n",
       "3       2     4               0.029071          0.224077              843  \n",
       "4       1     4               0.589857          0.224077              843  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "df = pd.read_csv(\"data/management_training.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5302a5e",
   "metadata": {},
   "source": [
    "## Adjusting with Regression\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "82c53d1f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:48.017145Z",
     "start_time": "2023-05-12T11:07:48.001890Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td></td>          <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>    <td>   -0.2347</td> <td>    0.014</td> <td>  -16.619</td> <td> 0.000</td> <td>   -0.262</td> <td>   -0.207</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>intervention</th> <td>    0.4346</td> <td>    0.019</td> <td>   22.616</td> <td> 0.000</td> <td>    0.397</td> <td>    0.472</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.table.SimpleTable'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import statsmodels.formula.api as smf\n",
    "\n",
    "smf.ols(\"engagement_score ~ intervention\",\n",
    "        data=df).fit().summary().tables[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a2e2e829",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:48.101534Z",
     "start_time": "2023-05-12T11:07:48.018691Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATE: 0.2677908576676856\n",
      "95% CI: [0.23357751 0.30200421]\n"
     ]
    }
   ],
   "source": [
    "model = smf.ols(\"\"\"engagement_score ~ intervention \n",
    "+ tenure + last_engagement_score + department_score\n",
    "+ n_of_reports + C(gender) + C(role)\"\"\", data=df).fit()\n",
    "\n",
    "print(\"ATE:\", model.params[\"intervention\"])\n",
    "print(\"95% CI:\", model.conf_int().loc[\"intervention\", :].values.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69f32142",
   "metadata": {},
   "source": [
    "## Propensity Score\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c019d181",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:48.270828Z",
     "start_time": "2023-05-12T11:07:48.103118Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
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    "g = gr.Digraph(graph_attr={\"rankdir\":\"LR\"})\n",
    "g.edge(\"T\", \"Y\")\n",
    "g.edge(\"X\", \"Y\")\n",
    "g.edge(\"X\", \"e(x)\")\n",
    "g.edge(\"e(x)\", \"T\")\n",
    "\n",
    "g"
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  },
  {
   "cell_type": "markdown",
   "id": "681cfb14",
   "metadata": {},
   "source": [
    "### Propensity Score Estimation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f42f970f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:48.395743Z",
     "start_time": "2023-05-12T11:07:48.273267Z"
    }
   },
   "outputs": [],
   "source": [
    "ps_model = smf.logit(\"\"\"intervention ~ \n",
    "tenure + last_engagement_score + department_score\n",
    "+ C(n_of_reports) + C(gender) + C(role)\"\"\", data=df).fit(disp=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c5fe924e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:48.451614Z",
     "start_time": "2023-05-12T11:07:48.397162Z"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>intervention</th>\n",
       "      <th>engagement_score</th>\n",
       "      <th>propensity_score</th>\n",
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       "  </thead>\n",
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       "      <td>0.391138</td>\n",
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       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0.769703</td>\n",
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       "   intervention  engagement_score  propensity_score\n",
       "0             1          0.277359          0.596106\n",
       "1             1         -0.449646          0.391138\n",
       "2             1          0.769703          0.602578\n",
       "3             1         -0.121763          0.580990\n",
       "4             1          1.526147          0.619976"
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     "execution_count": 7,
     "metadata": {},
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    }
   ],
   "source": [
    "data_ps = df.assign(\n",
    "    propensity_score = ps_model.predict(df),\n",
    ")\n",
    "\n",
    "data_ps[[\"intervention\", \"engagement_score\", \"propensity_score\"]].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "429717b1",
   "metadata": {},
   "source": [
    "### Propensity Score and Orthogonalization\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d0dc2213",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:48.465839Z",
     "start_time": "2023-05-12T11:07:48.453346Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.26331267490277066"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = smf.ols(\"engagement_score ~ intervention + propensity_score\",\n",
    "                data=data_ps).fit()\n",
    "model.params[\"intervention\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69af0c5c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-24T10:05:26.398600Z",
     "start_time": "2023-03-24T10:05:26.373622Z"
    }
   },
   "source": [
    "### Propensity Score Matching\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "98490d60",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:49.010794Z",
     "start_time": "2023-05-12T11:07:48.470187Z"
    }
   },
   "outputs": [
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       "      <th>n_of_reports</th>\n",
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       "      <th>last_engagement_score</th>\n",
       "      <th>department_score</th>\n",
       "      <th>department_size</th>\n",
       "      <th>propensity_score</th>\n",
       "      <th>match</th>\n",
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       "      <td>0.557680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.449646</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.069636</td>\n",
       "      <td>0.224077</td>\n",
       "      <td>843</td>\n",
       "      <td>0.391138</td>\n",
       "      <td>-0.952622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>0.769703</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.866918</td>\n",
       "      <td>0.224077</td>\n",
       "      <td>843</td>\n",
       "      <td>0.602578</td>\n",
       "      <td>-0.618381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.121763</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.029071</td>\n",
       "      <td>0.224077</td>\n",
       "      <td>843</td>\n",
       "      <td>0.580990</td>\n",
       "      <td>-1.404962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>1.526147</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.589857</td>\n",
       "      <td>0.224077</td>\n",
       "      <td>843</td>\n",
       "      <td>0.619976</td>\n",
       "      <td>0.000354</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   departament_id  intervention  engagement_score  tenure  n_of_reports  \\\n",
       "0              76             1          0.277359       6             4   \n",
       "1              76             1         -0.449646       4             8   \n",
       "2              76             1          0.769703       6             4   \n",
       "3              76             1         -0.121763       6             4   \n",
       "4              76             1          1.526147       6             4   \n",
       "\n",
       "   gender  role  last_engagement_score  department_score  department_size  \\\n",
       "0       2     4               0.614261          0.224077              843   \n",
       "1       2     4               0.069636          0.224077              843   \n",
       "2       2     4               0.866918          0.224077              843   \n",
       "3       2     4               0.029071          0.224077              843   \n",
       "4       1     4               0.589857          0.224077              843   \n",
       "\n",
       "   propensity_score     match  \n",
       "0          0.596106  0.557680  \n",
       "1          0.391138 -0.952622  \n",
       "2          0.602578 -0.618381  \n",
       "3          0.580990 -1.404962  \n",
       "4          0.619976  0.000354  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "\n",
    "T = \"intervention\"\n",
    "X = \"propensity_score\"\n",
    "Y = \"engagement_score\"\n",
    "\n",
    "treated = data_ps.query(f\"{T}==1\")\n",
    "untreated = data_ps.query(f\"{T}==0\")\n",
    "\n",
    "mt0 = KNeighborsRegressor(n_neighbors=1).fit(untreated[[X]],\n",
    "                                             untreated[Y])\n",
    "\n",
    "mt1 = KNeighborsRegressor(n_neighbors=1).fit(treated[[X]], treated[Y])\n",
    "\n",
    "predicted = pd.concat([\n",
    "    # find matches for the treated looking at the untreated knn model\n",
    "    treated.assign(match=mt0.predict(treated[[X]])),\n",
    "    \n",
    "    # find matches for the untreated looking at the treated knn model\n",
    "    untreated.assign(match=mt1.predict(untreated[[X]]))\n",
    "])\n",
    "\n",
    "predicted.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8319952a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:49.015607Z",
     "start_time": "2023-05-12T11:07:49.012083Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.28777443474045966"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean((predicted[Y] - predicted[\"match\"])*predicted[T] \n",
    "        + (predicted[\"match\"] - predicted[Y])*(1-predicted[T]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0989cfa6",
   "metadata": {},
   "source": [
    "### Inverse Propensity Weighting\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "05d64ca2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:49.159133Z",
     "start_time": "2023-05-12T11:07:49.016712Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff2110ed750>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g_data = (data_ps\n",
    "          .assign(\n",
    "              weight = data_ps[\"intervention\"]/data_ps[\"propensity_score\"] + (1-data_ps[\"intervention\"])/(1-data_ps[\"propensity_score\"]),\n",
    "              propensity_score=data_ps[\"propensity_score\"].round(2)\n",
    "          )\n",
    "          .groupby([\"propensity_score\", \"intervention\"])\n",
    "          [[\"weight\", \"engagement_score\"]]\n",
    "          .mean()\n",
    "          .reset_index())\n",
    "\n",
    "plt.figure(figsize=(10,4))\n",
    "for t in [0, 1]:\n",
    "    sns.scatterplot(data=g_data.query(f\"intervention=={t}\"), y=\"engagement_score\", x=\"propensity_score\", size=\"weight\",\n",
    "                    sizes=(1,100), color=color[t], legend=None, label=f\"T={t}\", marker=marker[t])\n",
    "\n",
    "plt.title(\"Inverse Probability of Treatment Weighting\")\n",
    "plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "feb9d99b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:49.170313Z",
     "start_time": "2023-05-12T11:07:49.160904Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E[Y1]: 0.11656317232946772\n",
      "E[Y0]: -0.1494155364781444\n",
      "ATE 0.2659787088076121\n"
     ]
    }
   ],
   "source": [
    "weight_t = 1/data_ps.query(\"intervention==1\")[\"propensity_score\"]\n",
    "weight_nt = 1/(1-data_ps.query(\"intervention==0\")[\"propensity_score\"])\n",
    "t1 = data_ps.query(\"intervention==1\")[\"engagement_score\"] \n",
    "t0 = data_ps.query(\"intervention==0\")[\"engagement_score\"] \n",
    "\n",
    "y1 = sum(t1*weight_t)/len(data_ps)\n",
    "y0 = sum(t0*weight_nt)/len(data_ps)\n",
    "\n",
    "print(\"E[Y1]:\", y1)\n",
    "print(\"E[Y0]:\", y0)\n",
    "print(\"ATE\", y1 - y0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "edea172f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:49.176308Z",
     "start_time": "2023-05-12T11:07:49.171637Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.26597870880761226"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(data_ps[\"engagement_score\"] \n",
    "        * (data_ps[\"intervention\"] - data_ps[\"propensity_score\"]) \n",
    "        / (data_ps[\"propensity_score\"]*(1-data_ps[\"propensity_score\"])))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0db67820",
   "metadata": {},
   "source": [
    "### Variance of IPW\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c7ece5ce",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:49.180887Z",
     "start_time": "2023-05-12T11:07:49.177617Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from patsy import dmatrix\n",
    "\n",
    "# define function that computes the IPW estimator\n",
    "def est_ate_with_ps(df, ps_formula, T, Y):\n",
    "    \n",
    "    X = dmatrix(ps_formula, df)\n",
    "    ps_model = LogisticRegression(penalty=\"none\",\n",
    "                                  max_iter=1000).fit(X, df[T])\n",
    "    ps = ps_model.predict_proba(X)[:, 1]\n",
    "    \n",
    "    # compute the ATE\n",
    "    return np.mean((df[T]-ps) / (ps*(1-ps)) * df[Y]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "147ce66f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:49.337352Z",
     "start_time": "2023-05-12T11:07:49.182125Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2659755621752663"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "formula = \"\"\"tenure + last_engagement_score + department_score\n",
    "+ C(n_of_reports) + C(gender) + C(role)\"\"\"\n",
    "T = \"intervention\"\n",
    "Y = \"engagement_score\"\n",
    "\n",
    "est_ate_with_ps(df, formula, T, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ba176cf3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:49.342356Z",
     "start_time": "2023-05-12T11:07:49.339333Z"
    }
   },
   "outputs": [],
   "source": [
    "from joblib import Parallel, delayed # for parallel processing\n",
    "\n",
    "def bootstrap(data, est_fn, rounds=200, seed=123, pcts=[2.5, 97.5]):\n",
    "    np.random.seed(seed)\n",
    "    \n",
    "    stats = Parallel(n_jobs=4)(\n",
    "        delayed(est_fn)(data.sample(frac=1, replace=True))\n",
    "        for _ in range(rounds)\n",
    "    )\n",
    "    \n",
    "    return np.percentile(stats, pcts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9c7f7226",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:58.878886Z",
     "start_time": "2023-05-12T11:07:49.344108Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATE: 0.2659755621752663\n",
      "95% C.I.:  [0.22654315 0.30072595]\n"
     ]
    }
   ],
   "source": [
    "from toolz import partial\n",
    "\n",
    "print(f\"ATE: {est_ate_with_ps(df, formula, T, Y)}\")\n",
    "\n",
    "est_fn = partial(est_ate_with_ps, ps_formula=formula, T=T, Y=Y)\n",
    "print(f\"95% C.I.: \", bootstrap(df, est_fn))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ebe3435",
   "metadata": {},
   "source": [
    "### Stabilized Propensity Weights\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e02bdc28",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:58.884300Z",
     "start_time": "2023-05-12T11:07:58.880620Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Sample Size 10391\n",
      "Treated Pseudo-Population Sample Size 10435.089079197916\n",
      "Untreated Pseudo-Population Sample Size 10354.298899788304\n"
     ]
    }
   ],
   "source": [
    "print(\"Original Sample Size\", data_ps.shape[0])\n",
    "print(\"Treated Pseudo-Population Sample Size\", sum(weight_t))\n",
    "print(\"Untreated Pseudo-Population Sample Size\", sum(weight_nt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c4b45378",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:58.894420Z",
     "start_time": "2023-05-12T11:07:58.886021Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Treat size: 5611\n",
      "W treat 5634.807508745978\n",
      "Control size: 4780\n",
      "W treat 4763.116999421415\n"
     ]
    }
   ],
   "source": [
    "p_of_t = data_ps[\"intervention\"].mean()\n",
    "\n",
    "t1 = data_ps.query(\"intervention==1\")\n",
    "t0 = data_ps.query(\"intervention==0\")\n",
    "\n",
    "weight_t_stable = p_of_t/t1[\"propensity_score\"]\n",
    "weight_nt_stable = (1-p_of_t)/(1-t0[\"propensity_score\"])\n",
    "\n",
    "print(\"Treat size:\", len(t1))\n",
    "print(\"W treat\", sum(weight_t_stable))\n",
    "\n",
    "print(\"Control size:\", len(t0))\n",
    "print(\"W treat\", sum(weight_nt_stable))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9636cb2a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:58.899822Z",
     "start_time": "2023-05-12T11:07:58.895988Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATE:  0.26597870880761176\n"
     ]
    }
   ],
   "source": [
    "nt = len(t1)\n",
    "nc = len(t0)\n",
    "\n",
    "y1 = sum(t1[\"engagement_score\"]*weight_t_stable)/nt\n",
    "y0 = sum(t0[\"engagement_score\"]*weight_nt_stable)/nc\n",
    "\n",
    "print(\"ATE: \", y1 - y0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42225e76",
   "metadata": {},
   "source": [
    "### Pseudo-Populations\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8c7441b3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:59.260274Z",
     "start_time": "2023-05-12T11:07:58.901319Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12,5), sharex=True, sharey=True)\n",
    "\n",
    "sns.histplot(data_ps.query(\"intervention==0\")[\"propensity_score\"], stat=\"probability\",\n",
    "             label=\"Not Treated\", color=\"C0\", bins=30, ax=ax1, alpha=0.5)\n",
    "sns.histplot(data_ps.query(\"intervention==1\")[\"propensity_score\"], stat=\"probability\",\n",
    "             label=\"Treated\", color=\"C2\", alpha=0.5, bins=30, ax=ax1)\n",
    "ax1.set_title(\"Propensity Distribution\")\n",
    "\n",
    "sns.histplot(data_ps.query(\"intervention==0\").assign(w=weight_nt_stable),\n",
    "             x=\"propensity_score\", stat=\"probability\",\n",
    "             color=\"C0\", weights=\"w\", label=\"Non Treated\", bins=30, ax=ax2,  alpha=0.5)\n",
    "\n",
    "sns.histplot(data_ps.query(\"intervention==1\").assign(w=weight_t_stable),\n",
    "             x=\"propensity_score\", stat=\"probability\",\n",
    "             color=\"C2\", weights=\"w\", label=\"Treated\", bins=30, alpha=0.5, ax=ax2)\n",
    "ax2.set_title(\"Weighted Propensity Distribution\")\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3565c721",
   "metadata": {},
   "source": [
    "### Selection Bias\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a64d0a59",
   "metadata": {},
   "source": [
    "### Bias-Variance Trade-Off"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fcee69c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-03T14:48:10.937516Z",
     "start_time": "2022-11-03T14:48:10.758842Z"
    }
   },
   "source": [
    "### Positivity\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ffba2b16",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:59.268665Z",
     "start_time": "2023-05-12T11:07:59.261571Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x</th>\n",
       "      <th>t</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.624345</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.526442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.611756</td>\n",
       "      <td>0</td>\n",
       "      <td>0.659516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.528172</td>\n",
       "      <td>0</td>\n",
       "      <td>0.438549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.072969</td>\n",
       "      <td>0</td>\n",
       "      <td>0.950810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.865408</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.271397</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x  t         y\n",
       "0  1.624345  1 -0.526442\n",
       "1 -0.611756  0  0.659516\n",
       "2 -0.528172  0  0.438549\n",
       "3 -1.072969  0  0.950810\n",
       "4  0.865408  1 -0.271397"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.seed(1)\n",
    "\n",
    "n = 1000\n",
    "x = np.random.normal(0, 1, n)\n",
    "t = np.random.normal(x, 0.5, n) > 0\n",
    "\n",
    "y0 = -x\n",
    "y1 = y0 + t  # ate of 1\n",
    "\n",
    "y = np.random.normal((1-t)*y0 + t*y1, 0.2)\n",
    "\n",
    "df_no_pos = pd.DataFrame(dict(x=x,t=t.astype(int),y=y))\n",
    "\n",
    "df_no_pos.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "69fc573c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:59.734440Z",
     "start_time": "2023-05-12T11:07:59.269920Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ps_model_sim = smf.logit(\"\"\"t ~ x\"\"\", data=df_no_pos).fit(disp=0)\n",
    "df_no_pos_ps = df_no_pos.assign(ps=ps_model_sim.predict(df_no_pos))\n",
    "\n",
    "ps = ps_model_sim.predict(df_no_pos)\n",
    "w = df_no_pos[\"t\"]*df_no_pos[\"t\"].mean()/ps  + (1-df_no_pos[\"t\"])*((1-df_no_pos[\"t\"].mean())/(1-ps))\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(16,7))\n",
    "\n",
    "sns.scatterplot(data=df_no_pos_ps.assign(w=w), x=\"x\", y=\"y\", hue=\"t\", ax=ax1);\n",
    "ax1.set_title(\"Original Data\")\n",
    "\n",
    "sns.histplot(df_no_pos_ps.query(\"t==0\")[\"ps\"], stat=\"probability\",\n",
    "             label=\"Non Treated\", color=\"C0\", bins=30, ax=ax2)\n",
    "sns.histplot(df_no_pos_ps.query(\"t==1\")[\"ps\"], stat=\"probability\",\n",
    "             label=\"Treated\", color=\"C1\", alpha=0.5, bins=30, ax=ax2)\n",
    "ax2.set_xlabel(\"e(x)\")\n",
    "ax2.legend()\n",
    "ax2.set_title(\"Positivity Check\")\n",
    "\n",
    "sns.scatterplot(data=df_no_pos_ps.assign(**{\"1/P(T=t)\":w}), x=\"x\", y=\"y\", hue=\"t\", ax=ax3, size=\"1/P(T=t)\", sizes=(1, 100));\n",
    "ax3.set_title(\"IPW Data\")\n",
    "\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f5914813",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:59.943313Z",
     "start_time": "2023-05-12T11:07:59.735601Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATE: 0.6478011810615735\n",
      "95% C.I.:  [0.41710504 0.88840195]\n"
     ]
    }
   ],
   "source": [
    "est_fn = partial(est_ate_with_ps, ps_formula=\"x\", T=\"t\", Y=\"y\")\n",
    "print(\"ATE:\",  est_fn(df_no_pos))\n",
    "print(f\"95% C.I.: \", bootstrap(df_no_pos, est_fn))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f59aa5ed",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:59.951540Z",
     "start_time": "2023-05-12T11:07:59.944435Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smf.ols(\"t ~ x + t\", data=df_no_pos).fit().params[\"t\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9e8fda4",
   "metadata": {},
   "source": [
    "## Design vs Model-Based Identification\n",
    "\n",
    "## Doubly Robust Estimation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c2575efe",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:07:59.957155Z",
     "start_time": "2023-05-12T11:07:59.952837Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "def doubly_robust(df, formula, T, Y):\n",
    "    X = dmatrix(formula, df)\n",
    "    \n",
    "    ps_model = LogisticRegression(penalty=\"none\",\n",
    "                                  max_iter=1000).fit(X, df[T])\n",
    "    ps = ps_model.predict_proba(X)[:, 1]\n",
    "    \n",
    "    m0 = LinearRegression().fit(X[df[T]==0, :], df.query(f\"{T}==0\")[Y])\n",
    "    m1 = LinearRegression().fit(X[df[T]==1, :], df.query(f\"{T}==1\")[Y])\n",
    "    \n",
    "    m0_hat = m0.predict(X)\n",
    "    m1_hat = m1.predict(X)\n",
    "\n",
    "    return (\n",
    "        np.mean(df[T]*(df[Y] - m1_hat)/ps + m1_hat) -\n",
    "        np.mean((1-df[T])*(df[Y] - m0_hat)/(1-ps) + m0_hat)\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a961815c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:08.867833Z",
     "start_time": "2023-05-12T11:07:59.964742Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DR ATE: 0.27115831057931455\n",
      "95% CI [0.23012681 0.30524944]\n"
     ]
    }
   ],
   "source": [
    "formula = \"\"\"tenure + last_engagement_score + department_score\n",
    "+ C(n_of_reports) + C(gender) + C(role)\"\"\"\n",
    "T = \"intervention\"\n",
    "Y = \"engagement_score\"\n",
    "\n",
    "print(\"DR ATE:\", doubly_robust(df, formula, T, Y))\n",
    "\n",
    "est_fn = partial(doubly_robust, formula=formula, T=T, Y=Y)\n",
    "print(\"95% CI\", bootstrap(df, est_fn))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ff85b13",
   "metadata": {},
   "source": [
    "### Treatment is Easy to Model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "2ea602d8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:08.877351Z",
     "start_time": "2023-05-12T11:08:08.869159Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True ATE: 2.0056243152\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(123)\n",
    "\n",
    "n = 10000\n",
    "x = np.random.beta(1,1, n).round(2)*2\n",
    "e = 1/(1+np.exp(-(1+1.5*x)))\n",
    "t = np.random.binomial(1, e)\n",
    "\n",
    "y1 = 1\n",
    "y0 = 1 - 1*x**3\n",
    "y = t*(y1) + (1-t)*y0 + np.random.normal(0, 1, n)\n",
    "\n",
    "df_easy_t = pd.DataFrame(dict(y=y, x=x, t=t))\n",
    "\n",
    "print(\"True ATE:\", np.mean(y1-y0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b677cbea",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:09.145569Z",
     "start_time": "2023-05-12T11:08:08.879037Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff244570c90>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12,5))\n",
    "\n",
    "sns.scatterplot(data=(df_easy_t\n",
    "                      .assign(size=1)\n",
    "                      .groupby([\"x\"])\n",
    "                      .agg({\"size\":\"sum\", \"t\":\"mean\"})\n",
    "                      .reset_index()),\n",
    "                x=\"x\", y=\"t\", sizes=(1, 100), size=\"size\", ax=ax1);\n",
    "ax1.set_title(\"P(T|X)\")\n",
    "\n",
    "sns.scatterplot(data=(df_easy_t\n",
    "                      .assign(size=1)\n",
    "                      .groupby([\"x\", \"t\"])\n",
    "                      .agg({\"size\":\"sum\", \"y\":\"mean\"})\n",
    "                      .reset_index()),\n",
    "                x=\"x\", y=\"y\", hue=\"t\", sizes=(1, 100), size=\"size\", ax=ax2)\n",
    "\n",
    "ax2.set_title(\"E[Y|X, T]\")\n",
    "\n",
    "h,l = ax2.get_legend_handles_labels()\n",
    "plt.legend(h[0:3],l[0:3])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1e1ad480",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:09.163088Z",
     "start_time": "2023-05-12T11:08:09.146740Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Regression ATE: 1.786678396833022\n"
     ]
    }
   ],
   "source": [
    "m0 = smf.ols(\"y~x\", data=df_easy_t.query(\"t==0\")).fit()\n",
    "m1 = smf.ols(\"y~x\", data=df_easy_t.query(\"t==1\")).fit()\n",
    "regr_ate = (m1.predict(df_easy_t) - m0.predict(df_easy_t)).mean()\n",
    "\n",
    "print(\"Regression ATE:\", regr_ate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "11955e4f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:09.332598Z",
     "start_time": "2023-05-12T11:08:09.164987Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff200433fd0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "regr = smf.ols(\"y~x*t\", data=df_easy_t).fit()\n",
    "\n",
    "plt.figure(figsize=(10,4))\n",
    "\n",
    "sns.scatterplot(data=(df_easy_t\n",
    "                      .assign(count=1)\n",
    "                      .groupby([\"x\", \"t\"])\n",
    "                      .agg({\"count\":\"sum\", \"y\":\"mean\"})\n",
    "                      .reset_index()),\n",
    "                x=\"x\", y=\"y\", hue=\"t\", sizes=(1, 100), size=\"count\");\n",
    "\n",
    "g = sns.lineplot(data=(df_easy_t\n",
    "                   .assign(pred=regr.fittedvalues)\n",
    "                   .groupby([\"x\", \"t\"])\n",
    "                   .mean()\n",
    "                   .reset_index()),\n",
    "             x=\"x\", y=\"pred\", hue=\"t\", sizes=(1, 100))\n",
    "\n",
    "h,l = g.get_legend_handles_labels()\n",
    "plt.legend(h[0:3],l[0:3])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "4431a241",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:09.355205Z",
     "start_time": "2023-05-12T11:08:09.334214Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Regression ATE: 1.9970999747190072\n"
     ]
    }
   ],
   "source": [
    "m = smf.ols(\"y~t*(x + np.power(x, 3))\", data=df_easy_t).fit()\n",
    "regr_ate = (m.predict(df_easy_t.assign(t=1))\n",
    "            - m.predict(df_easy_t.assign(t=0))).mean()\n",
    "\n",
    "print(\"Regression ATE:\", regr_ate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7fd1672f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:09.783895Z",
     "start_time": "2023-05-12T11:08:09.356437Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Propensity Score ATE: 2.002350388474011\n",
      "95% CI [1.80802227 2.22565667]\n"
     ]
    }
   ],
   "source": [
    "est_fn = partial(est_ate_with_ps, ps_formula=\"x\", T=\"t\", Y=\"y\")\n",
    "print(\"Propensity Score ATE:\", est_fn(df_easy_t))\n",
    "print(\"95% CI\", bootstrap(df_easy_t, est_fn))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1e6e6a01",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:10.462923Z",
     "start_time": "2023-05-12T11:08:09.785069Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DR ATE: 2.001617934263116\n",
      "95% CI [1.87088771 2.145382  ]\n"
     ]
    }
   ],
   "source": [
    "est_fn = partial(doubly_robust, formula=\"x\", T=\"t\", Y=\"y\")\n",
    "print(\"DR ATE:\", est_fn(df_easy_t))\n",
    "print(\"95% CI\", bootstrap(df_easy_t, est_fn))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0a3f4e7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-09T13:33:58.010813Z",
     "start_time": "2022-11-09T13:33:58.004306Z"
    }
   },
   "source": [
    "### Outcome is Easy to Model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "6cc53df1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:10.470572Z",
     "start_time": "2023-05-12T11:08:10.464219Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True ATE: -1.0\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(123)\n",
    "\n",
    "n = 10000\n",
    "x = np.random.beta(1,1, n).round(2)*2\n",
    "e = 1/(1+np.exp(-(2*x - x**3)))\n",
    "t = np.random.binomial(1, e)\n",
    "\n",
    "y1 = x\n",
    "y0 = y1 + 1 # ate of -1\n",
    "y = t*(y1) + (1-t)*y0 + np.random.normal(0, 1, n)\n",
    "\n",
    "df_easy_y = pd.DataFrame(dict(y=y, x=x, t=t))\n",
    "\n",
    "print(\"True ATE:\", np.mean(y1-y0))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46061335",
   "metadata": {},
   "source": [
    "The same kind of plot from before can be used to show the complex functional form for $P(T|X)$ and the simplicity of $E[Y_t|X]$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "1ae386b9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:10.738933Z",
     "start_time": "2023-05-12T11:08:10.471916Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7ff230d2b490>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12,5))\n",
    "\n",
    "sns.scatterplot(data=(df_easy_y\n",
    "                      .assign(size=1)\n",
    "                      .groupby([\"x\"])\n",
    "                      .agg({\"size\":\"sum\", \"t\":\"mean\"})\n",
    "                      .reset_index()),\n",
    "                x=\"x\", y=\"t\", sizes=(1, 100), size=\"size\", ax=ax1, legend=None);\n",
    "\n",
    "sns.scatterplot(data=(df_easy_y\n",
    "                      .assign(size=1)\n",
    "                      .groupby([\"x\", \"t\"])\n",
    "                      .agg({\"size\":\"sum\", \"y\":\"mean\"})\n",
    "                      .reset_index()),\n",
    "                x=\"x\", y=\"y\", hue=\"t\", sizes=(1, 100), size=\"size\", ax=ax2);\n",
    "\n",
    "ax1.set_title(\"P(T|X)\")\n",
    "ax2.set_title(\"E[Y|X, T]\")\n",
    "\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "13cb1eb1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:11.154007Z",
     "start_time": "2023-05-12T11:08:10.740189Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Propensity Score ATE: -1.1042900278680896\n",
      "95% CI [-1.14326893 -1.06576358]\n"
     ]
    }
   ],
   "source": [
    "est_fn = partial(est_ate_with_ps, ps_formula=\"x\", T=\"t\", Y=\"y\")\n",
    "print(\"Propensity Score ATE:\", est_fn(df_easy_y))\n",
    "print(\"95% CI\", bootstrap(df_easy_y, est_fn))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f0f4fe19",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:11.171898Z",
     "start_time": "2023-05-12T11:08:11.155236Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Regression ATE: -1.0008783612504342\n"
     ]
    }
   ],
   "source": [
    "m0 = smf.ols(\"y~x\", data=df_easy_y.query(\"t==0\")).fit()\n",
    "m1 = smf.ols(\"y~x\", data=df_easy_y.query(\"t==1\")).fit()\n",
    "regr_ate = (m1.predict(df_easy_y) - m0.predict(df_easy_y)).mean()\n",
    "\n",
    "print(\"Regression ATE:\", regr_ate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b36cc37b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:11.824440Z",
     "start_time": "2023-05-12T11:08:11.173187Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DR ATE: -1.0028459347805823\n",
      "95% CI [-1.04156952 -0.96353366]\n"
     ]
    }
   ],
   "source": [
    "est_fn = partial(doubly_robust, formula=\"x\", T=\"t\", Y=\"y\")\n",
    "print(\"DR ATE:\", est_fn(df_easy_y))\n",
    "print(\"95% CI\", bootstrap(df_easy_y, est_fn))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e2f8ac4",
   "metadata": {},
   "source": [
    "## Generalized Propensity Score for Continuous Treatment\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e18139f5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:11.836718Z",
     "start_time": "2023-05-12T11:08:11.825659Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ml_1</th>\n",
       "      <th>ml_2</th>\n",
       "      <th>interest</th>\n",
       "      <th>duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.392938</td>\n",
       "      <td>0.326285</td>\n",
       "      <td>7.1</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.427721</td>\n",
       "      <td>0.679573</td>\n",
       "      <td>5.6</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.546297</td>\n",
       "      <td>0.647309</td>\n",
       "      <td>11.1</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.102630</td>\n",
       "      <td>-0.264776</td>\n",
       "      <td>7.2</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.438938</td>\n",
       "      <td>-0.648818</td>\n",
       "      <td>9.5</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ml_1      ml_2  interest  duration\n",
       "0  0.392938  0.326285       7.1      12.0\n",
       "1 -0.427721  0.679573       5.6      17.0\n",
       "2 -0.546297  0.647309      11.1      12.0\n",
       "3  0.102630 -0.264776       7.2      18.0\n",
       "4  0.438938 -0.648818       9.5      19.0"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cont_t = pd.read_csv(\"./data/interest_rate.csv\")\n",
    "\n",
    "df_cont_t.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "5ee7df3b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:11.849810Z",
     "start_time": "2023-05-12T11:08:11.838019Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>   14.5033</td> <td>    0.226</td> <td>   64.283</td> <td> 0.000</td> <td>   14.061</td> <td>   14.946</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>interest</th>  <td>    0.3393</td> <td>    0.029</td> <td>   11.697</td> <td> 0.000</td> <td>    0.282</td> <td>    0.396</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.table.SimpleTable'>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_naive = smf.ols(\"duration ~ interest\", data=df_cont_t).fit()\n",
    "m_naive.summary().tables[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "54aa0530",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:11.862261Z",
     "start_time": "2023-05-12T11:08:11.851465Z"
    }
   },
   "outputs": [],
   "source": [
    "model_t = smf.ols(\"interest~ml_1+ml_2\", data=df_cont_t).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "2860a138",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:11.869602Z",
     "start_time": "2023-05-12T11:08:11.863766Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.1989118 , 0.14524168, 0.03338421, ..., 0.07339096, 0.19365006,\n",
       "       0.15732008])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def conditional_density(x, mean, std):\n",
    "    denom = std*np.sqrt(2*np.pi)\n",
    "    num = np.exp(-((1/2)*((x-mean)/std)**2))\n",
    "    return (num/denom).ravel()\n",
    "    \n",
    "\n",
    "gps = conditional_density(df_cont_t[\"interest\"],\n",
    "                          model_t.fittedvalues,\n",
    "                          np.std(model_t.resid))\n",
    "gps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "a1bd1769",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:11.876231Z",
     "start_time": "2023-05-12T11:08:11.871167Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.1989118 , 0.14524168, 0.03338421, ..., 0.07339096, 0.19365006,\n",
       "       0.15732008])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "\n",
    "gps = norm(loc=model_t.fittedvalues,\n",
    "           scale=np.std(model_t.resid)).pdf(df_cont_t[\"interest\"])\n",
    "gps"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07c6c327",
   "metadata": {},
   "source": [
    ":::{admonition} Beyond the Normal\n",
    "If the treatment follows another distribution other than the normal, you can use generalized linear models (`glm`) to fit it. For example, if $T$ was assigned according to a Poisson distribution, you could build the GPS weights with something like the following code\n",
    " \n",
    "```python\n",
    "import statsmodels.api as sm\n",
    "from scipy.stats import poisson\n",
    " \n",
    "mt = smf.glm(\"t~x1+x2\",\n",
    "             data=df, family=sm.families.Poisson()).fit()\n",
    " \n",
    "gps = poisson(mu=m_pois.fittedvalues).pmf(df[\"t\"])\n",
    " \n",
    "w = 1/gps\n",
    "```\n",
    " \n",
    ":::\n",
    " \n",
    " \n",
    "Using the inverse of the GPS as weights in a regression model can adjust for the bias. You can see that now you'll find a negative effect of interest on duration, which makes more business sense. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "32b6ba82",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:11.887522Z",
     "start_time": "2023-05-12T11:08:11.877349Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.6673977919925854"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_model = smf.wls(\"duration~interest\",\n",
    "                      data=df_cont_t, weights=1/gps).fit()\n",
    "\n",
    "final_model.params[\"interest\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "256b26cb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:12.437329Z",
     "start_time": "2023-05-12T11:08:11.889087Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(1)\n",
    "sample = df_cont_t.sample(2000)\n",
    "\n",
    "\n",
    "\n",
    "model_ex = smf.ols(\"interest~ml_1\", data=sample).fit()\n",
    "gps_ex = norm(loc=model_ex.fittedvalues, scale=np.std(model_ex.resid)).pdf(sample[\"interest\"])\n",
    "\n",
    "w_ex = 1/gps_ex\n",
    "\n",
    "m = smf.ols(\"duration~interest\", data=sample).fit()\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(16, 6))\n",
    "\n",
    "sns.scatterplot(data=sample, x=\"interest\", y=\"duration\", alpha=1, ax=ax1, hue=\"ml_1\", palette = 'gray')\n",
    "ax1.plot(sample[\"interest\"], m.fittedvalues)\n",
    "\n",
    "ax1.set_ylabel(\"Duration\")\n",
    "ax1.set_xlabel(\"Interest\")\n",
    "ax1.set_title(\"Original Data\");\n",
    "\n",
    "\n",
    "sns.scatterplot(data=sample.assign(w=w_ex), x=\"ml_1\", y=\"interest\",size=\"w\",\n",
    "                sizes=(1,200), alpha=0.5, ax=ax2)\n",
    "ax2.plot(sample[\"ml_1\"], model_ex.fittedvalues)\n",
    "ax2.set_ylabel(\"Interest\")\n",
    "ax2.set_xlabel(\"ML-1\")\n",
    "ax2.set_title(\"Weights\")\n",
    "\n",
    "\n",
    "m = smf.wls(\"duration~interest\", data=sample, weights=w_ex).fit()\n",
    "\n",
    "sns.scatterplot(data=sample.assign(w=w_ex), x=\"interest\", y=\"duration\",size=\"w\",\n",
    "                sizes=(1,200), alpha=1, ax=ax3, hue=\"ml_1\", legend=None, palette = 'gray')\n",
    "ax3.plot(sample[\"interest\"], m.fittedvalues)\n",
    "ax3.set_ylabel(\"Duration\")\n",
    "ax3.set_xlabel(\"Interest\")\n",
    "ax3.set_title(\"Weighted Data\")\n",
    "\n",
    "plt.tight_layout()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "9e98d351",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:12.443714Z",
     "start_time": "2023-05-12T11:08:12.438565Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Sample Size: 10000\n",
      "Effective Stable Weights Sample Size: 9988.19595174861\n"
     ]
    }
   ],
   "source": [
    "stabilizer = norm(\n",
    "    loc=df_cont_t[\"interest\"].mean(),\n",
    "    scale=np.std(df_cont_t[\"interest\"] - df_cont_t[\"interest\"].mean())\n",
    ").pdf(df_cont_t[\"interest\"])\n",
    "\n",
    "gipw =  stabilizer/gps\n",
    "\n",
    "print(\"Original Sample Size:\", len(df_cont_t))\n",
    "print(\"Effective Stable Weights Sample Size:\", sum(gipw))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "6267ea12",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:12.891099Z",
     "start_time": "2023-05-12T11:08:12.444959Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Weighted Data')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(1)\n",
    "sample = df_cont_t.sample(2000)\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(16, 6))\n",
    "\n",
    "model_ex = smf.ols(\"interest~ml_1\", data=sample).fit()\n",
    "gps_ex = norm(loc=model_ex.fittedvalues, scale=np.std(model_ex.resid)).pdf(sample[\"interest\"])\n",
    "stabilizer_ex = norm(\n",
    "    loc=sample[\"interest\"].mean(),\n",
    "    scale=np.std(sample[\"interest\"] - sample[\"interest\"].mean())\n",
    ").pdf(sample[\"interest\"])\n",
    "\n",
    "\n",
    "w_ex = stabilizer_ex/gps_ex\n",
    "\n",
    "m = smf.ols(\"duration~interest\", data=sample).fit()\n",
    "\n",
    "sns.scatterplot(data=sample, x=\"interest\", y=\"duration\", alpha=1, ax=ax1, hue=\"ml_1\", palette = 'gray')\n",
    "ax1.plot(sample[\"interest\"], m.fittedvalues, lw=3)\n",
    "ax1.set_ylabel(\"Duration\")\n",
    "ax1.set_xlabel(\"Interest\")\n",
    "ax1.set_title(\"Original Data\");\n",
    "\n",
    "\n",
    "sns.scatterplot(data=sample.assign(w=w_ex), x=\"ml_1\", y=\"interest\",size=\"w\",\n",
    "                sizes=(1,100), alpha=0.5, ax=ax2)\n",
    "\n",
    "ax2.plot(sample[\"ml_1\"], model_ex.fittedvalues, label=\"E[t|x]\", lw=3)\n",
    "\n",
    "ax2.hlines(sample[\"interest\"].mean(), -1, 1, label=\"E[t]\", color=\"C2\", lw=3)\n",
    "ax2.set_ylabel(\"Interest\")\n",
    "ax2.set_xlabel(\"ML-1\")\n",
    "ax2.set_title(\"Weights\")\n",
    "\n",
    "h,l = ax2.get_legend_handles_labels()\n",
    "ax2.legend(h[5:],l[5:],)\n",
    "\n",
    "m = smf.wls(\"duration~interest\", data=sample, weights=w_ex).fit()\n",
    "\n",
    "sns.scatterplot(data=sample.assign(w=w_ex), x=\"interest\", y=\"duration\",size=\"w\",\n",
    "                sizes=(1,100), alpha=1, ax=ax3, hue=\"ml_1\", legend=None, palette = 'gray')\n",
    "ax3.plot(sample[\"interest\"], m.fittedvalues, lw=3)\n",
    "ax3.set_ylabel(\"Duration\")\n",
    "ax3.set_xlabel(\"Interest\")\n",
    "ax3.set_title(\"Weighted Data\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "9ce5ae29",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:12.901455Z",
     "start_time": "2023-05-12T11:08:12.892243Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.7787046278134069"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_model = smf.wls(\"duration ~ interest\",\n",
    "                      data=df_cont_t, weights=gipw).fit()\n",
    "\n",
    "final_model.params[\"interest\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "2f703690",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:14.527085Z",
     "start_time": "2023-05-12T11:08:12.902606Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "95% CI, non-stable:  [-0.81074164 -0.52605933]\n",
      "95% CI, stable:  [-0.85834311 -0.71001914]\n"
     ]
    }
   ],
   "source": [
    "def gps_normal_ate(df, formula, T, Y, stable=True):\n",
    "    mt = smf.ols(f\"{T}~\"+formula, data=df).fit()\n",
    "    gps = norm(loc=mt.fittedvalues, scale=np.std(mt.resid)).pdf(df[T])\n",
    "    stabilizer = norm(\n",
    "        loc=df[T].mean(),\n",
    "        scale=np.std(df[T] - df[T].mean())\n",
    "    ).pdf(df[T])\n",
    "    \n",
    "    if stable:\n",
    "        return smf.wls(f\"{Y}~{T}\", data=df, weights=stabilizer/gps).fit().params[T]\n",
    "    else:\n",
    "        return smf.wls(f\"{Y}~{T}\", data=df, weights=1/gps).fit().params[T]\n",
    "\n",
    "print(\"95% CI, non-stable: \", bootstrap(df_cont_t, partial(gps_normal_ate, formula=\"ml_1 + ml_2\", T=\"interest\", Y=\"duration\", stable=False)))\n",
    "print(\"95% CI, stable: \", bootstrap(df_cont_t, partial(gps_normal_ate, formula=\"ml_1 + ml_2\", T=\"interest\", Y=\"duration\")))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e11f696d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-11-12T18:44:15.536635Z",
     "start_time": "2022-11-12T18:44:15.508658Z"
    }
   },
   "source": [
    "## Keys Ideas\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "e480dd16",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-05-12T11:08:14.794244Z",
     "start_time": "2023-05-12T11:08:14.528440Z"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(1)\n",
    "\n",
    "n=100\n",
    "\n",
    "df1 = pd.DataFrame(dict(\n",
    "    x=1,\n",
    "    t=np.random.beta(2.5,1, n),\n",
    ")).assign(y = lambda d: np.random.normal(d[\"x\"]+d[\"t\"], 0.1))\n",
    "\n",
    "df2 = pd.DataFrame(dict(\n",
    "    x=2,\n",
    "    t=np.random.beta(1,1, n),\n",
    ")).assign(y = lambda d: np.random.normal(d[\"x\"]+d[\"t\"], 0.1))\n",
    "\n",
    "df3 = pd.DataFrame(dict(\n",
    "    x=3,\n",
    "    t=np.random.beta(1,2.5, n),\n",
    ")).assign(y = lambda d: np.random.normal(d[\"x\"]+d[\"t\"], 0.1))\n",
    "\n",
    "\n",
    "df_example = pd.concat([df1, df2, df3])\n",
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15,6))\n",
    "\n",
    "m = smf.ols(\"y~t\", data=df_example).fit()\n",
    "sns.scatterplot(data=df_example, x=\"t\", y=\"y\",  hue=\"x\", s=50, ax=ax1, palette = 'gray')\n",
    "ax1.plot(df_example[\"t\"], m.fittedvalues)\n",
    "ax1.set_title(\"Biased Data\")\n",
    "\n",
    "## Orthogonalization\n",
    "\n",
    "mt = smf.ols(\"t~x\", data=df_example).fit()\n",
    "my = smf.ols(\"y~x\", data=df_example).fit()\n",
    "\n",
    "df_ex_res = df_example.assign(\n",
    "    t_res = mt.resid + df_example[\"t\"].mean(),\n",
    "    y_res = my.resid + df_example[\"y\"].mean()\n",
    ")\n",
    "\n",
    "m_final = smf.ols(\"y_res~t_res\", data=df_ex_res).fit()\n",
    "sns.scatterplot(data=df_ex_res, x=\"t_res\", y=\"y_res\",  hue=\"x\", s=50, ax=ax2, legend=None, palette = 'gray')\n",
    "ax2.plot(df_ex_res[\"t_res\"], m_final.fittedvalues)\n",
    "\n",
    "ax2.set_ylim(df_example[\"y\"].min(), df_example[\"y\"].max())\n",
    "ax2.set_xlim(df_example[\"t\"].min(), df_example[\"t\"].max())\n",
    "\n",
    "ax2.set_ylabel(\"y - E[y|x] + E[y]\")\n",
    "ax2.set_xlabel(\"t - E[t|x] + E[t]\")\n",
    "ax2.set_title(\"Orthogonalization\")\n",
    "\n",
    "\n",
    "## IPW\n",
    "gps_example = norm(loc=mt.fittedvalues, scale=np.std(mt.resid)).pdf(df_example[\"t\"])\n",
    "stabilizer_example = norm(\n",
    "    loc=df_example[\"t\"].mean(),\n",
    "    scale=np.std(df_example[\"t\"] - df_example[\"t\"].mean())\n",
    ").pdf(df_example[\"t\"])\n",
    "\n",
    "\n",
    "w_example = stabilizer_example/gps_example\n",
    "mw = smf.wls(\"y~t\", data=df_example, weights=w_example).fit()\n",
    "\n",
    "\n",
    "sns.scatterplot(data=df_example.assign(w=w_example), x=\"t\", y=\"y\",  hue=\"x\", ax=ax3, size=\"w\",\n",
    "                legend=None, sizes=(11,100), palette = 'gray')\n",
    "ax3.plot(df_example[\"t\"], mw.fittedvalues)\n",
    "ax3.set_title(\"IPW\")\n",
    "\n",
    "plt.tight_layout()\n"
   ]
  },
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